This paper summarises the work which was carried out in the department of circuit theory in the Czech Technical University, Prague. We describe a project of an one chip automatic speech recognition system built around the TMS320E17. Our aim is to design a simple and cheap speech recognition system and acquire necessary knowledge for more sophisticated systems. We discuss the algorithm used and hardware implementation.